Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 25252 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.2 MiB |
| Average record size in memory | 176.0 B |
Variable types
| Numeric | 16 |
|---|---|
| Categorical | 6 |
in_transit_qty is highly correlated with forecast_6_month and 6 other fields | High correlation |
forecast_3_month is highly correlated with forecast_6_month and 5 other fields | High correlation |
forecast_6_month is highly correlated with in_transit_qty and 6 other fields | High correlation |
forecast_9_month is highly correlated with in_transit_qty and 6 other fields | High correlation |
sales_1_month is highly correlated with in_transit_qty and 7 other fields | High correlation |
sales_3_month is highly correlated with in_transit_qty and 7 other fields | High correlation |
sales_6_month is highly correlated with in_transit_qty and 7 other fields | High correlation |
sales_9_month is highly correlated with in_transit_qty and 7 other fields | High correlation |
min_bank is highly correlated with in_transit_qty and 4 other fields | High correlation |
perf_6_month_avg is highly correlated with perf_12_month_avg | High correlation |
perf_12_month_avg is highly correlated with perf_6_month_avg | High correlation |
in_transit_qty is highly correlated with forecast_3_month and 7 other fields | High correlation |
forecast_3_month is highly correlated with in_transit_qty and 7 other fields | High correlation |
forecast_6_month is highly correlated with in_transit_qty and 7 other fields | High correlation |
forecast_9_month is highly correlated with in_transit_qty and 7 other fields | High correlation |
sales_1_month is highly correlated with in_transit_qty and 7 other fields | High correlation |
sales_3_month is highly correlated with in_transit_qty and 7 other fields | High correlation |
sales_6_month is highly correlated with in_transit_qty and 7 other fields | High correlation |
sales_9_month is highly correlated with in_transit_qty and 7 other fields | High correlation |
min_bank is highly correlated with in_transit_qty and 7 other fields | High correlation |
perf_6_month_avg is highly correlated with perf_12_month_avg | High correlation |
perf_12_month_avg is highly correlated with perf_6_month_avg | High correlation |
forecast_3_month is highly correlated with forecast_6_month and 3 other fields | High correlation |
forecast_6_month is highly correlated with forecast_3_month and 5 other fields | High correlation |
forecast_9_month is highly correlated with forecast_3_month and 5 other fields | High correlation |
sales_1_month is highly correlated with forecast_3_month and 6 other fields | High correlation |
sales_3_month is highly correlated with forecast_3_month and 6 other fields | High correlation |
sales_6_month is highly correlated with forecast_6_month and 5 other fields | High correlation |
sales_9_month is highly correlated with forecast_6_month and 5 other fields | High correlation |
min_bank is highly correlated with sales_1_month and 3 other fields | High correlation |
perf_6_month_avg is highly correlated with perf_12_month_avg | High correlation |
perf_12_month_avg is highly correlated with perf_6_month_avg | High correlation |
lead_time is highly correlated with perf_6_month_avg and 1 other fields | High correlation |
in_transit_qty is highly correlated with forecast_3_month and 7 other fields | High correlation |
forecast_3_month is highly correlated with in_transit_qty and 7 other fields | High correlation |
forecast_6_month is highly correlated with in_transit_qty and 7 other fields | High correlation |
forecast_9_month is highly correlated with in_transit_qty and 7 other fields | High correlation |
sales_1_month is highly correlated with in_transit_qty and 7 other fields | High correlation |
sales_3_month is highly correlated with in_transit_qty and 7 other fields | High correlation |
sales_6_month is highly correlated with in_transit_qty and 7 other fields | High correlation |
sales_9_month is highly correlated with in_transit_qty and 7 other fields | High correlation |
min_bank is highly correlated with in_transit_qty and 7 other fields | High correlation |
perf_6_month_avg is highly correlated with lead_time and 1 other fields | High correlation |
perf_12_month_avg is highly correlated with lead_time and 1 other fields | High correlation |
national_inv is highly skewed (γ1 = 21.55281716) | Skewed |
pieces_past_due is highly skewed (γ1 = 29.84564693) | Skewed |
sku has unique values | Unique |
national_inv has 2555 (10.1%) zeros | Zeros |
in_transit_qty has 20266 (80.3%) zeros | Zeros |
forecast_3_month has 14959 (59.2%) zeros | Zeros |
forecast_6_month has 13521 (53.5%) zeros | Zeros |
forecast_9_month has 12806 (50.7%) zeros | Zeros |
sales_1_month has 13220 (52.4%) zeros | Zeros |
sales_3_month has 10224 (40.5%) zeros | Zeros |
sales_6_month has 8629 (34.2%) zeros | Zeros |
sales_9_month has 7836 (31.0%) zeros | Zeros |
min_bank has 13123 (52.0%) zeros | Zeros |
pieces_past_due has 24582 (97.3%) zeros | Zeros |
perf_6_month_avg has 671 (2.7%) zeros | Zeros |
perf_12_month_avg has 547 (2.2%) zeros | Zeros |
local_bo_qty has 24510 (97.1%) zeros | Zeros |
Reproduction
| Analysis started | 2021-10-22 17:21:02.856254 |
|---|---|
| Analysis finished | 2021-10-22 17:21:47.144382 |
| Duration | 44.29 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 25252 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42161.59409 |
| Minimum | 1 |
|---|---|
| Maximum | 84170 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 197.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4271.75 |
| Q1 | 20988.5 |
| median | 42372 |
| Q3 | 63313.25 |
| 95-th percentile | 79838.35 |
| Maximum | 84170 |
| Range | 84169 |
| Interquartile range (IQR) | 42324.75 |
Descriptive statistics
| Standard deviation | 24291.90894 |
|---|---|
| Coefficient of variation (CV) | 0.5761620135 |
| Kurtosis | -1.206304855 |
| Mean | 42161.59409 |
| Median Absolute Deviation (MAD) | 21140 |
| Skewness | -0.009788689894 |
| Sum | 1064664574 |
| Variance | 590096840.1 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 2047 | 1 | < 0.1% |
| 60951 | 1 | < 0.1% |
| 36379 | 1 | < 0.1% |
| 42526 | 1 | < 0.1% |
| 73257 | 1 | < 0.1% |
| 13868 | 1 | < 0.1% |
| 11823 | 1 | < 0.1% |
| 56881 | 1 | < 0.1% |
| 52787 | 1 | < 0.1% |
| 11243 | 1 | < 0.1% |
| Other values (25242) | 25242 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 6 | 1 | |
| 8 | 1 | |
| 12 | 1 | |
| 13 | 1 | |
| 14 | 1 | |
| 15 | 1 | |
| 17 | 1 |
| Value | Count | Frequency (%) |
| 84170 | 1 | |
| 84168 | 1 | |
| 84155 | 1 | |
| 84149 | 1 | |
| 84148 | 1 | |
| 84144 | 1 | |
| 84139 | 1 | |
| 84137 | 1 | |
| 84135 | 1 | |
| 84132 | 1 |
| Distinct | 1616 |
|---|---|
| Distinct (%) | 6.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 213.4758435 |
| Minimum | -1238 |
|---|---|
| Maximum | 73138 |
| Zeros | 2555 |
| Zeros (%) | 10.1% |
| Negative | 305 |
| Negative (%) | 1.2% |
| Memory size | 197.4 KiB |
Quantile statistics
| Minimum | -1238 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 10 |
| Q3 | 55 |
| 95-th percentile | 592 |
| Maximum | 73138 |
| Range | 74376 |
| Interquartile range (IQR) | 52 |
Descriptive statistics
| Standard deviation | 1632.760586 |
|---|---|
| Coefficient of variation (CV) | 7.648455952 |
| Kurtosis | 621.4059689 |
| Mean | 213.4758435 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 21.55281716 |
| Sum | 5390692 |
| Variance | 2665907.131 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2555 | 10.1% |
| 2 | 1781 | 7.1% |
| 3 | 1478 | 5.9% |
| 1 | 1162 | 4.6% |
| 4 | 1127 | 4.5% |
| 5 | 967 | 3.8% |
| 6 | 813 | 3.2% |
| 7 | 700 | 2.8% |
| 10 | 666 | 2.6% |
| 8 | 564 | 2.2% |
| Other values (1606) | 13439 |
| Value | Count | Frequency (%) |
| -1238 | 1 | < 0.1% |
| -134 | 1 | < 0.1% |
| -130 | 1 | < 0.1% |
| -100 | 3 | |
| -98 | 1 | < 0.1% |
| -95 | 1 | < 0.1% |
| -87 | 1 | < 0.1% |
| -85 | 1 | < 0.1% |
| -82 | 1 | < 0.1% |
| -75 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 73138 | 1 | |
| 69500 | 1 | |
| 60225 | 1 | |
| 46170 | 1 | |
| 45867 | 1 | |
| 42405 | 1 | |
| 41785 | 1 | |
| 41612 | 1 | |
| 41218 | 1 | |
| 39592 | 1 |
| Distinct | 22 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.89806748 |
| Minimum | 0 |
|---|---|
| Maximum | 28 |
| Zeros | 183 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 197.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 8 |
| Q3 | 8 |
| 95-th percentile | 12 |
| Maximum | 28 |
| Range | 28 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.520616682 |
|---|---|
| Coefficient of variation (CV) | 0.5103772458 |
| Kurtosis | -0.6154051589 |
| Mean | 6.89806748 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.03550105442 |
| Sum | 174190 |
| Variance | 12.39474182 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 10848 | |
| 2 | 5853 | |
| 12 | 3218 | 12.7% |
| 4 | 2013 | 8.0% |
| 9 | 1925 | 7.6% |
| 3 | 300 | 1.2% |
| 10 | 216 | 0.9% |
| 0 | 183 | 0.7% |
| 14 | 151 | 0.6% |
| 16 | 129 | 0.5% |
| Other values (12) | 416 | 1.6% |
| Value | Count | Frequency (%) |
| 0 | 183 | 0.7% |
| 2 | 5853 | |
| 3 | 300 | 1.2% |
| 4 | 2013 | 8.0% |
| 5 | 77 | 0.3% |
| 6 | 103 | 0.4% |
| 7 | 5 | < 0.1% |
| 8 | 10848 | |
| 9 | 1925 | 7.6% |
| 10 | 216 | 0.9% |
| Value | Count | Frequency (%) |
| 28 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 22 | 3 | < 0.1% |
| 20 | 10 | < 0.1% |
| 18 | 2 | < 0.1% |
| 17 | 53 | 0.2% |
| 16 | 129 | |
| 15 | 68 | |
| 14 | 151 | |
| 13 | 66 |
| Distinct | 555 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.03884841 |
| Minimum | 0 |
|---|---|
| Maximum | 3726 |
| Zeros | 20266 |
| Zeros (%) | 80.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 197.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 57 |
| Maximum | 3726 |
| Range | 3726 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 126.4874591 |
|---|---|
| Coefficient of variation (CV) | 7.011947559 |
| Kurtosis | 312.9411674 |
| Mean | 18.03884841 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 15.36020216 |
| Sum | 455517 |
| Variance | 15999.0773 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 20266 | |
| 1 | 583 | 2.3% |
| 2 | 364 | 1.4% |
| 3 | 265 | 1.0% |
| 4 | 228 | 0.9% |
| 6 | 182 | 0.7% |
| 5 | 176 | 0.7% |
| 8 | 133 | 0.5% |
| 10 | 116 | 0.5% |
| 12 | 112 | 0.4% |
| Other values (545) | 2827 | 11.2% |
| Value | Count | Frequency (%) |
| 0 | 20266 | |
| 1 | 583 | 2.3% |
| 2 | 364 | 1.4% |
| 3 | 265 | 1.0% |
| 4 | 228 | 0.9% |
| 5 | 176 | 0.7% |
| 6 | 182 | 0.7% |
| 7 | 106 | 0.4% |
| 8 | 133 | 0.5% |
| 9 | 90 | 0.4% |
| Value | Count | Frequency (%) |
| 3726 | 1 | |
| 3722 | 1 | |
| 3644 | 1 | |
| 3550 | 1 | |
| 3500 | 1 | |
| 3360 | 1 | |
| 3128 | 1 | |
| 3080 | 1 | |
| 3072 | 1 | |
| 2920 | 1 |
forecast_3_month
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 1008 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 89.19855853 |
| Minimum | 0 |
|---|---|
| Maximum | 16300 |
| Zeros | 14959 |
| Zeros (%) | 59.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 197.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 12 |
| 95-th percentile | 360 |
| Maximum | 16300 |
| Range | 16300 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 515.0172037 |
|---|---|
| Coefficient of variation (CV) | 5.773828772 |
| Kurtosis | 300.4407618 |
| Mean | 89.19855853 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.611488 |
| Sum | 2252442 |
| Variance | 265242.7201 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 14959 | |
| 1 | 601 | 2.4% |
| 2 | 549 | 2.2% |
| 5 | 436 | 1.7% |
| 4 | 409 | 1.6% |
| 3 | 373 | 1.5% |
| 10 | 325 | 1.3% |
| 6 | 293 | 1.2% |
| 12 | 259 | 1.0% |
| 8 | 225 | 0.9% |
| Other values (998) | 6823 |
| Value | Count | Frequency (%) |
| 0 | 14959 | |
| 1 | 601 | 2.4% |
| 2 | 549 | 2.2% |
| 3 | 373 | 1.5% |
| 4 | 409 | 1.6% |
| 5 | 436 | 1.7% |
| 6 | 293 | 1.2% |
| 7 | 206 | 0.8% |
| 8 | 225 | 0.9% |
| 9 | 153 | 0.6% |
| Value | Count | Frequency (%) |
| 16300 | 1 | |
| 15456 | 1 | |
| 15343 | 1 | |
| 15000 | 1 | |
| 14400 | 1 | |
| 13902 | 1 | |
| 13015 | 1 | |
| 10659 | 1 | |
| 10648 | 1 | |
| 10500 | 1 |
forecast_6_month
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 1344 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 164.663789 |
| Minimum | 0 |
|---|---|
| Maximum | 28000 |
| Zeros | 13521 |
| Zeros (%) | 53.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 197.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 26 |
| 95-th percentile | 636.9 |
| Maximum | 28000 |
| Range | 28000 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 941.8269453 |
|---|---|
| Coefficient of variation (CV) | 5.719696789 |
| Kurtosis | 293.4173668 |
| Mean | 164.663789 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.52443836 |
| Sum | 4158090 |
| Variance | 887037.9949 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13521 | |
| 1 | 514 | 2.0% |
| 2 | 475 | 1.9% |
| 3 | 437 | 1.7% |
| 4 | 382 | 1.5% |
| 5 | 360 | 1.4% |
| 6 | 348 | 1.4% |
| 10 | 314 | 1.2% |
| 8 | 275 | 1.1% |
| 7 | 270 | 1.1% |
| Other values (1334) | 8356 |
| Value | Count | Frequency (%) |
| 0 | 13521 | |
| 1 | 514 | 2.0% |
| 2 | 475 | 1.9% |
| 3 | 437 | 1.7% |
| 4 | 382 | 1.5% |
| 5 | 360 | 1.4% |
| 6 | 348 | 1.4% |
| 7 | 270 | 1.1% |
| 8 | 275 | 1.1% |
| 9 | 157 | 0.6% |
| Value | Count | Frequency (%) |
| 28000 | 1 | |
| 27048 | 1 | |
| 26880 | 1 | |
| 26400 | 1 | |
| 26068 | 1 | |
| 25740 | 1 | |
| 25057 | 1 | |
| 23320 | 1 | |
| 21000 | 1 | |
| 20030 | 1 |
forecast_9_month
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 1604 |
|---|---|
| Distinct (%) | 6.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 243.2605734 |
| Minimum | 0 |
|---|---|
| Maximum | 42000 |
| Zeros | 12806 |
| Zeros (%) | 50.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 197.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 40 |
| 95-th percentile | 941.45 |
| Maximum | 42000 |
| Range | 42000 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 1411.522973 |
|---|---|
| Coefficient of variation (CV) | 5.802514371 |
| Kurtosis | 310.8687612 |
| Mean | 243.2605734 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.9954653 |
| Sum | 6142816 |
| Variance | 1992397.104 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 12806 | |
| 1 | 448 | 1.8% |
| 2 | 444 | 1.8% |
| 3 | 405 | 1.6% |
| 5 | 381 | 1.5% |
| 4 | 362 | 1.4% |
| 6 | 337 | 1.3% |
| 10 | 331 | 1.3% |
| 8 | 296 | 1.2% |
| 12 | 259 | 1.0% |
| Other values (1594) | 9183 |
| Value | Count | Frequency (%) |
| 0 | 12806 | |
| 1 | 448 | 1.8% |
| 2 | 444 | 1.8% |
| 3 | 405 | 1.6% |
| 4 | 362 | 1.4% |
| 5 | 381 | 1.5% |
| 6 | 337 | 1.3% |
| 7 | 216 | 0.9% |
| 8 | 296 | 1.2% |
| 9 | 185 | 0.7% |
| Value | Count | Frequency (%) |
| 42000 | 1 | |
| 41340 | 1 | |
| 40782 | 1 | |
| 40020 | 1 | |
| 38400 | 1 | |
| 37296 | 1 | |
| 36724 | 1 | |
| 36280 | 1 | |
| 35383 | 1 | |
| 32775 | 1 |
sales_1_month
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 679 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.53136385 |
| Minimum | 0 |
|---|---|
| Maximum | 4907 |
| Zeros | 13220 |
| Zeros (%) | 52.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 197.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 6 |
| 95-th percentile | 102 |
| Maximum | 4907 |
| Range | 4907 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 142.1103457 |
|---|---|
| Coefficient of variation (CV) | 5.356315135 |
| Kurtosis | 245.4609087 |
| Mean | 26.53136385 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.15885423 |
| Sum | 669970 |
| Variance | 20195.35037 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13220 | |
| 1 | 2361 | 9.3% |
| 2 | 1331 | 5.3% |
| 3 | 787 | 3.1% |
| 4 | 684 | 2.7% |
| 5 | 540 | 2.1% |
| 6 | 444 | 1.8% |
| 7 | 356 | 1.4% |
| 8 | 346 | 1.4% |
| 9 | 275 | 1.1% |
| Other values (669) | 4908 | 19.4% |
| Value | Count | Frequency (%) |
| 0 | 13220 | |
| 1 | 2361 | 9.3% |
| 2 | 1331 | 5.3% |
| 3 | 787 | 3.1% |
| 4 | 684 | 2.7% |
| 5 | 540 | 2.1% |
| 6 | 444 | 1.8% |
| 7 | 356 | 1.4% |
| 8 | 346 | 1.4% |
| 9 | 275 | 1.1% |
| Value | Count | Frequency (%) |
| 4907 | 1 | |
| 3971 | 1 | |
| 3801 | 1 | |
| 3480 | 1 | |
| 3108 | 1 | |
| 3077 | 1 | |
| 2966 | 1 | |
| 2960 | 1 | |
| 2900 | 1 | |
| 2814 | 1 |
sales_3_month
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 1186 |
|---|---|
| Distinct (%) | 4.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 83.71748772 |
| Minimum | 0 |
|---|---|
| Maximum | 14464 |
| Zeros | 10224 |
| Zeros (%) | 40.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 197.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 18 |
| 95-th percentile | 332.9 |
| Maximum | 14464 |
| Range | 14464 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 438.4914875 |
|---|---|
| Coefficient of variation (CV) | 5.237752582 |
| Kurtosis | 242.0126248 |
| Mean | 83.71748772 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 13.03895944 |
| Sum | 2114034 |
| Variance | 192274.7846 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 10224 | |
| 1 | 1987 | 7.9% |
| 2 | 1268 | 5.0% |
| 3 | 906 | 3.6% |
| 4 | 666 | 2.6% |
| 5 | 552 | 2.2% |
| 6 | 478 | 1.9% |
| 7 | 395 | 1.6% |
| 8 | 337 | 1.3% |
| 10 | 311 | 1.2% |
| Other values (1176) | 8128 |
| Value | Count | Frequency (%) |
| 0 | 10224 | |
| 1 | 1987 | 7.9% |
| 2 | 1268 | 5.0% |
| 3 | 906 | 3.6% |
| 4 | 666 | 2.6% |
| 5 | 552 | 2.2% |
| 6 | 478 | 1.9% |
| 7 | 395 | 1.6% |
| 8 | 337 | 1.3% |
| 9 | 308 | 1.2% |
| Value | Count | Frequency (%) |
| 14464 | 1 | |
| 11998 | 1 | |
| 11280 | 1 | |
| 11277 | 1 | |
| 10242 | 1 | |
| 10211 | 1 | |
| 9992 | 1 | |
| 9731 | 1 | |
| 9470 | 1 | |
| 8930 | 1 |
sales_6_month
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 1627 |
|---|---|
| Distinct (%) | 6.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 165.1147236 |
| Minimum | 0 |
|---|---|
| Maximum | 26512 |
| Zeros | 8629 |
| Zeros (%) | 34.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 197.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 4 |
| Q3 | 36 |
| 95-th percentile | 644.45 |
| Maximum | 26512 |
| Range | 26512 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 874.1210956 |
|---|---|
| Coefficient of variation (CV) | 5.294022705 |
| Kurtosis | 248.0567378 |
| Mean | 165.1147236 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 13.28757677 |
| Sum | 4169477 |
| Variance | 764087.6899 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8629 | |
| 1 | 1827 | 7.2% |
| 2 | 1198 | 4.7% |
| 3 | 807 | 3.2% |
| 4 | 686 | 2.7% |
| 5 | 493 | 2.0% |
| 6 | 469 | 1.9% |
| 7 | 378 | 1.5% |
| 8 | 344 | 1.4% |
| 9 | 316 | 1.3% |
| Other values (1617) | 10105 |
| Value | Count | Frequency (%) |
| 0 | 8629 | |
| 1 | 1827 | 7.2% |
| 2 | 1198 | 4.7% |
| 3 | 807 | 3.2% |
| 4 | 686 | 2.7% |
| 5 | 493 | 2.0% |
| 6 | 469 | 1.9% |
| 7 | 378 | 1.5% |
| 8 | 344 | 1.4% |
| 9 | 316 | 1.3% |
| Value | Count | Frequency (%) |
| 26512 | 1 | |
| 25630 | 1 | |
| 22904 | 1 | |
| 22397 | 1 | |
| 22392 | 1 | |
| 22152 | 1 | |
| 20514 | 1 | |
| 18902 | 1 | |
| 18678 | 1 | |
| 17883 | 1 |
sales_9_month
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 1937 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 249.6094171 |
| Minimum | 0 |
|---|---|
| Maximum | 42410 |
| Zeros | 7836 |
| Zeros (%) | 31.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 197.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 6 |
| Q3 | 52 |
| 95-th percentile | 970.45 |
| Maximum | 42410 |
| Range | 42410 |
| Interquartile range (IQR) | 52 |
Descriptive statistics
| Standard deviation | 1339.618948 |
|---|---|
| Coefficient of variation (CV) | 5.36686061 |
| Kurtosis | 261.88017 |
| Mean | 249.6094171 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 13.63280407 |
| Sum | 6303137 |
| Variance | 1794578.927 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7836 | |
| 1 | 1677 | 6.6% |
| 2 | 1117 | 4.4% |
| 3 | 827 | 3.3% |
| 4 | 638 | 2.5% |
| 5 | 521 | 2.1% |
| 6 | 430 | 1.7% |
| 8 | 362 | 1.4% |
| 7 | 351 | 1.4% |
| 9 | 318 | 1.3% |
| Other values (1927) | 11175 |
| Value | Count | Frequency (%) |
| 0 | 7836 | |
| 1 | 1677 | 6.6% |
| 2 | 1117 | 4.4% |
| 3 | 827 | 3.3% |
| 4 | 638 | 2.5% |
| 5 | 521 | 2.1% |
| 6 | 430 | 1.7% |
| 7 | 351 | 1.4% |
| 8 | 362 | 1.4% |
| 9 | 318 | 1.3% |
| Value | Count | Frequency (%) |
| 42410 | 1 | |
| 39691 | 1 | |
| 37872 | 1 | |
| 33333 | 1 | |
| 32978 | 1 | |
| 31833 | 1 | |
| 31723 | 1 | |
| 30596 | 1 | |
| 30298 | 1 | |
| 28258 | 1 |
| Distinct | 644 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.62422778 |
| Minimum | 0 |
|---|---|
| Maximum | 3386 |
| Zeros | 13123 |
| Zeros (%) | 52.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 197.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 3 |
| 95-th percentile | 115 |
| Maximum | 3386 |
| Range | 3386 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 134.0587735 |
|---|---|
| Coefficient of variation (CV) | 5.035217344 |
| Kurtosis | 199.9160793 |
| Mean | 26.62422778 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 12.23090191 |
| Sum | 672315 |
| Variance | 17971.75475 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13123 | |
| 1 | 3732 | 14.8% |
| 2 | 1618 | 6.4% |
| 3 | 541 | 2.1% |
| 4 | 340 | 1.3% |
| 5 | 225 | 0.9% |
| 6 | 178 | 0.7% |
| 7 | 154 | 0.6% |
| 8 | 131 | 0.5% |
| 13 | 121 | 0.5% |
| Other values (634) | 5089 | 20.2% |
| Value | Count | Frequency (%) |
| 0 | 13123 | |
| 1 | 3732 | 14.8% |
| 2 | 1618 | 6.4% |
| 3 | 541 | 2.1% |
| 4 | 340 | 1.3% |
| 5 | 225 | 0.9% |
| 6 | 178 | 0.7% |
| 7 | 154 | 0.6% |
| 8 | 131 | 0.5% |
| 9 | 97 | 0.4% |
| Value | Count | Frequency (%) |
| 3386 | 1 | |
| 3361 | 1 | |
| 3094 | 1 | |
| 3045 | 1 | |
| 2986 | 1 | |
| 2936 | 1 | |
| 2890 | 1 | |
| 2859 | 1 | |
| 2845 | 1 | |
| 2777 | 1 |
potential_issue
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 197.4 KiB |
| 0 | |
|---|---|
| 1 | 20 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 25232 | |
| 1 | 20 | 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 25232 | |
| 1 | 20 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 111 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9297877396 |
| Minimum | 0 |
|---|---|
| Maximum | 720 |
| Zeros | 24582 |
| Zeros (%) | 97.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 197.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 720 |
| Range | 720 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 13.40581047 |
|---|---|
| Coefficient of variation (CV) | 14.41814072 |
| Kurtosis | 1154.485738 |
| Mean | 0.9297877396 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 29.84564693 |
| Sum | 23479 |
| Variance | 179.7157544 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 24582 | |
| 1 | 92 | 0.4% |
| 2 | 45 | 0.2% |
| 3 | 37 | 0.1% |
| 4 | 28 | 0.1% |
| 5 | 24 | 0.1% |
| 10 | 24 | 0.1% |
| 6 | 22 | 0.1% |
| 18 | 21 | 0.1% |
| 12 | 19 | 0.1% |
| Other values (101) | 358 | 1.4% |
| Value | Count | Frequency (%) |
| 0 | 24582 | |
| 1 | 92 | 0.4% |
| 2 | 45 | 0.2% |
| 3 | 37 | 0.1% |
| 4 | 28 | 0.1% |
| 5 | 24 | 0.1% |
| 6 | 22 | 0.1% |
| 7 | 16 | 0.1% |
| 8 | 12 | < 0.1% |
| 9 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| 720 | 1 | < 0.1% |
| 600 | 3 | |
| 540 | 1 | < 0.1% |
| 514 | 1 | < 0.1% |
| 400 | 1 | < 0.1% |
| 350 | 1 | < 0.1% |
| 336 | 1 | < 0.1% |
| 326 | 1 | < 0.1% |
| 325 | 1 | < 0.1% |
| 316 | 1 | < 0.1% |
perf_6_month_avg
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 101 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7715622525 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 671 |
| Zeros (%) | 2.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 197.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.19 |
| Q1 | 0.69 |
| median | 0.83 |
| Q3 | 0.97 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.28 |
Descriptive statistics
| Standard deviation | 0.2446894816 |
|---|---|
| Coefficient of variation (CV) | 0.3171351124 |
| Kurtosis | 1.858815432 |
| Mean | 0.7715622525 |
| Median Absolute Deviation (MAD) | 0.14 |
| Skewness | -1.500968051 |
| Sum | 19483.49 |
| Variance | 0.05987294242 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.99 | 2254 | 8.9% |
| 1 | 1991 | 7.9% |
| 0.73 | 1750 | 6.9% |
| 0.98 | 1340 | 5.3% |
| 0.97 | 994 | 3.9% |
| 0.78 | 712 | 2.8% |
| 0.95 | 690 | 2.7% |
| 0 | 671 | 2.7% |
| 0.82 | 665 | 2.6% |
| 0.96 | 646 | 2.6% |
| Other values (91) | 13539 |
| Value | Count | Frequency (%) |
| 0 | 671 | |
| 0.01 | 11 | < 0.1% |
| 0.02 | 18 | 0.1% |
| 0.03 | 11 | < 0.1% |
| 0.04 | 17 | 0.1% |
| 0.05 | 36 | 0.1% |
| 0.06 | 26 | 0.1% |
| 0.07 | 41 | 0.2% |
| 0.08 | 33 | 0.1% |
| 0.09 | 34 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1991 | |
| 0.99 | 2254 | |
| 0.98 | 1340 | |
| 0.97 | 994 | |
| 0.96 | 646 | 2.6% |
| 0.95 | 690 | 2.7% |
| 0.94 | 567 | 2.2% |
| 0.93 | 535 | 2.1% |
| 0.92 | 329 | 1.3% |
| 0.91 | 477 | 1.9% |
perf_12_month_avg
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 101 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.768751386 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 547 |
| Zeros (%) | 2.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 197.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.23 |
| Q1 | 0.68 |
| median | 0.82 |
| Q3 | 0.95 |
| 95-th percentile | 0.99 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.27 |
Descriptive statistics
| Standard deviation | 0.2354178177 |
|---|---|
| Coefficient of variation (CV) | 0.3062340075 |
| Kurtosis | 2.008194421 |
| Mean | 0.768751386 |
| Median Absolute Deviation (MAD) | 0.14 |
| Skewness | -1.526624409 |
| Sum | 19412.51 |
| Variance | 0.0554215489 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.99 | 2101 | 8.3% |
| 0.78 | 1818 | 7.2% |
| 0.98 | 1464 | 5.8% |
| 0.97 | 1095 | 4.3% |
| 0.96 | 986 | 3.9% |
| 0.66 | 936 | 3.7% |
| 0.95 | 737 | 2.9% |
| 0.9 | 729 | 2.9% |
| 0.82 | 656 | 2.6% |
| 0.79 | 635 | 2.5% |
| Other values (91) | 14095 |
| Value | Count | Frequency (%) |
| 0 | 547 | |
| 0.01 | 28 | 0.1% |
| 0.02 | 13 | 0.1% |
| 0.03 | 9 | < 0.1% |
| 0.04 | 20 | 0.1% |
| 0.05 | 16 | 0.1% |
| 0.06 | 11 | < 0.1% |
| 0.07 | 19 | 0.1% |
| 0.08 | 17 | 0.1% |
| 0.09 | 47 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 621 | 2.5% |
| 0.99 | 2101 | |
| 0.98 | 1464 | |
| 0.97 | 1095 | |
| 0.96 | 986 | |
| 0.95 | 737 | 2.9% |
| 0.94 | 616 | 2.4% |
| 0.93 | 545 | 2.2% |
| 0.92 | 466 | 1.8% |
| 0.91 | 410 | 1.6% |
| Distinct | 80 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3449231744 |
| Minimum | 0 |
|---|---|
| Maximum | 131 |
| Zeros | 24510 |
| Zeros (%) | 97.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 197.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 131 |
| Range | 131 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 3.936064409 |
|---|---|
| Coefficient of variation (CV) | 11.41142347 |
| Kurtosis | 384.7562865 |
| Mean | 0.3449231744 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 17.94419664 |
| Sum | 8710 |
| Variance | 15.49260303 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 24510 | |
| 1 | 214 | 0.8% |
| 2 | 107 | 0.4% |
| 3 | 55 | 0.2% |
| 4 | 42 | 0.2% |
| 6 | 36 | 0.1% |
| 5 | 25 | 0.1% |
| 10 | 22 | 0.1% |
| 8 | 20 | 0.1% |
| 7 | 19 | 0.1% |
| Other values (70) | 202 | 0.8% |
| Value | Count | Frequency (%) |
| 0 | 24510 | |
| 1 | 214 | 0.8% |
| 2 | 107 | 0.4% |
| 3 | 55 | 0.2% |
| 4 | 42 | 0.2% |
| 5 | 25 | 0.1% |
| 6 | 36 | 0.1% |
| 7 | 19 | 0.1% |
| 8 | 20 | 0.1% |
| 9 | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| 131 | 1 | < 0.1% |
| 124 | 1 | < 0.1% |
| 113 | 1 | < 0.1% |
| 100 | 4 | |
| 99 | 1 | < 0.1% |
| 93 | 1 | < 0.1% |
| 92 | 1 | < 0.1% |
| 91 | 1 | < 0.1% |
| 90 | 1 | < 0.1% |
| 89 | 1 | < 0.1% |
deck_risk
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 197.4 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 20643 | |
| 1 | 4609 | 18.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 20643 | |
| 1 | 4609 | 18.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
oe_constraint
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 197.4 KiB |
| 0 | |
|---|---|
| 1 | 9 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 25243 | |
| 1 | 9 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 25243 | |
| 1 | 9 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
ppap_risk
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 197.4 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 22135 | |
| 1 | 3117 | 12.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 22135 | |
| 1 | 3117 | 12.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
stop_auto_buy
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 197.4 KiB |
| 1 | |
|---|---|
| 0 | 454 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 24798 | |
| 0 | 454 | 1.8% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1 | 24798 | |
| 0 | 454 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
rev_stop
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 197.4 KiB |
| 0 | |
|---|---|
| 1 | 6 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 25246 | |
| 1 | 6 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 25246 | |
| 1 | 6 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| sku | national_inv | lead_time | in_transit_qty | forecast_3_month | forecast_6_month | forecast_9_month | sales_1_month | sales_3_month | sales_6_month | sales_9_month | min_bank | potential_issue | pieces_past_due | perf_6_month_avg | perf_12_month_avg | local_bo_qty | deck_risk | oe_constraint | ppap_risk | stop_auto_buy | rev_stop | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 6 | 12 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.57 | 0.68 | 0 | 0 | 0 | 0 | 1 | 0 |
| 1 | 3 | 0 | 2 | 8 | 18 | 30 | 42 | 10 | 30 | 58 | 83 | 3 | 0 | 0 | 0.93 | 0.94 | 0 | 0 | 0 | 0 | 1 | 0 |
| 2 | 4 | 6 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.87 | 0.88 | 0 | 1 | 0 | 0 | 1 | 0 |
| 3 | 6 | 10 | 14 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0.00 | 0.10 | 0 | 1 | 0 | 0 | 1 | 0 |
| 4 | 8 | 1489 | 8 | 0 | 0 | 0 | 0 | 1 | 4 | 20 | 22 | 0 | 0 | 0 | 0.90 | 0.94 | 0 | 0 | 0 | 0 | 1 | 0 |
| 5 | 12 | 3 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0.37 | 0.34 | 0 | 0 | 0 | 0 | 1 | 0 |
| 6 | 13 | 1 | 2 | 0 | 11 | 17 | 24 | 3 | 10 | 19 | 20 | 0 | 0 | 0 | 0.99 | 0.99 | 0 | 1 | 0 | 0 | 1 | 0 |
| 7 | 14 | 170 | 8 | 47 | 156 | 296 | 436 | 53 | 160 | 294 | 482 | 129 | 0 | 0 | 0.62 | 0.68 | 0 | 0 | 0 | 0 | 1 | 0 |
| 8 | 15 | 9 | 8 | 0 | 220 | 320 | 380 | 44 | 109 | 189 | 289 | 42 | 1 | 20 | 1.00 | 0.89 | 2 | 0 | 0 | 0 | 1 | 0 |
| 9 | 17 | 1 | 8 | 0 | 12 | 20 | 24 | 4 | 10 | 12 | 18 | 2 | 0 | 0 | 0.97 | 0.97 | 0 | 0 | 0 | 0 | 1 | 0 |
Last rows
| sku | national_inv | lead_time | in_transit_qty | forecast_3_month | forecast_6_month | forecast_9_month | sales_1_month | sales_3_month | sales_6_month | sales_9_month | min_bank | potential_issue | pieces_past_due | perf_6_month_avg | perf_12_month_avg | local_bo_qty | deck_risk | oe_constraint | ppap_risk | stop_auto_buy | rev_stop | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 25242 | 84132 | 175 | 8 | 0 | 0 | 0 | 0 | 9 | 38 | 66 | 83 | 25 | 0 | 0 | 0.96 | 0.97 | 0 | 0 | 0 | 0 | 1 | 0 |
| 25243 | 84135 | 1 | 8 | 0 | 6 | 10 | 14 | 1 | 4 | 8 | 9 | 0 | 0 | 0 | 0.37 | 0.34 | 0 | 0 | 0 | 0 | 1 | 0 |
| 25244 | 84137 | 2 | 12 | 0 | 3 | 5 | 7 | 1 | 3 | 4 | 6 | 0 | 0 | 0 | 0.92 | 0.94 | 0 | 0 | 0 | 0 | 1 | 0 |
| 25245 | 84139 | 304 | 8 | 44 | 352 | 682 | 946 | 118 | 366 | 747 | 1135 | 114 | 0 | 0 | 0.99 | 0.97 | 0 | 0 | 0 | 0 | 1 | 0 |
| 25246 | 84144 | 12 | 2 | 0 | 5 | 15 | 20 | 2 | 5 | 19 | 39 | 0 | 0 | 0 | 0.98 | 0.99 | 0 | 0 | 0 | 0 | 1 | 0 |
| 25247 | 84148 | 12 | 8 | 0 | 0 | 0 | 0 | 1 | 4 | 9 | 16 | 0 | 0 | 0 | 0.83 | 0.86 | 0 | 0 | 0 | 0 | 1 | 0 |
| 25248 | 84149 | 322 | 12 | 0 | 0 | 80 | 239 | 20 | 189 | 401 | 642 | 46 | 0 | 0 | 0.78 | 0.78 | 0 | 0 | 0 | 0 | 1 | 0 |
| 25249 | 84155 | 6 | 4 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 3 | 0 | 0 | 0 | 0.73 | 0.78 | 0 | 1 | 0 | 0 | 1 | 0 |
| 25250 | 84168 | 5 | 12 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.73 | 0.79 | 0 | 0 | 0 | 1 | 1 | 0 |
| 25251 | 84170 | 425 | 2 | 108 | 0 | 142 | 419 | 83 | 286 | 455 | 465 | 0 | 0 | 0 | 0.96 | 0.96 | 0 | 0 | 0 | 0 | 1 | 0 |